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imbalanced-data-practice

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train · 382k rows

id int64	Gender string	Age int64	Driving_License int64	Region_Code float64	Previously_Insured int64	Vehicle_Age string	Vehicle_Damage string	Annual_Premium float64	Policy_Sales_Channel float64	Vintage int64	Response int64
183,548	Female	25	1	49	0	< 1 Year	Yes	29,557	152	57	0
144,164	Male	23	1	8	1	< 1 Year	No	44,557	152	18	0
303,397	Female	24	1	14	1	< 1 Year	No	94,181	152	74	0
181,972	Female	24	1	15	0	< 1 Year	Yes	32,711	151	136	1
138,551	Female	24	1	39	0	< 1 Year	Yes	2,630	152	149	0
135,546	Female	23	1	8	0	< 1 Year	No	33,187	151	244	0
27,455	Female	25	1	41	1	< 1 Year	No	37,256	152	220	0
352,656	Male	77	1	48	1	1-2 Year	No	2,630	15	92	0
352,246	Female	27	1	47	0	< 1 Year	Yes	2,630	156	211	0
51,987	Male	27	1	18	1	< 1 Year	No	30,584	152	241	0
111,430	Male	51	1	28	1	1-2 Year	No	30,585	124	100	0
335,398	Female	31	1	32	0	< 1 Year	Yes	2,630	154	19	1
451,760	Female	24	1	16	1	< 1 Year	No	2,630	152	230	0
334,801	Female	23	1	33	1	< 1 Year	No	23,382	152	58	0
469,555	Male	31	1	44	0	< 1 Year	Yes	38,421	26	144	1
29,807	Female	57	1	46	0	1-2 Year	No	33,477	120	34	0
197,873	Male	27	1	41	0	< 1 Year	Yes	2,630	152	147	1
345,953	Female	26	1	2	1	< 1 Year	No	2,630	160	185	0
499,617	Female	45	1	28	0	1-2 Year	Yes	35,847	124	81	1
182,137	Male	46	1	43	0	1-2 Year	Yes	2,630	124	63	1
289,074	Male	22	1	30	1	< 1 Year	No	28,922	152	288	0
128,809	Male	45	1	46	0	1-2 Year	Yes	46,314	26	84	1
20,162	Female	24	1	27	0	< 1 Year	No	33,158	152	108	0
169,244	Female	41	1	28	0	1-2 Year	Yes	28,594	156	168	0
359,475	Male	41	1	15	0	1-2 Year	Yes	27,895	124	165	0
305,198	Female	31	1	14	1	< 1 Year	No	34,956	152	11	0
431,763	Male	45	1	41	0	1-2 Year	Yes	2,630	157	69	1
170,136	Male	42	1	28	0	< 1 Year	Yes	2,630	26	13	0
12,585	Female	24	1	3	1	< 1 Year	No	23,255	152	82	0
213,759	Male	29	1	28	1	< 1 Year	No	56,140	152	96	0
195,199	Male	48	1	18	0	1-2 Year	Yes	32,417	26	169	0
381,357	Female	26	1	30	1	< 1 Year	No	27,084	152	230	0
88,943	Female	21	1	34	0	< 1 Year	Yes	40,356	152	130	0
281,414	Male	58	1	29	1	1-2 Year	No	42,766	26	268	0
41,784	Female	26	1	9	1	< 1 Year	No	25,970	152	251	0
356,758	Female	35	1	8	0	1-2 Year	Yes	2,630	124	286	0
88,567	Male	69	1	3	0	1-2 Year	Yes	2,630	26	135	0
130,582	Male	47	1	48	0	1-2 Year	Yes	2,630	26	35	0
345,019	Female	28	1	28	1	< 1 Year	No	47,459	152	27	0
184,880	Male	25	1	9	1	< 1 Year	No	36,560	152	285	0
214,071	Male	23	1	28	1	< 1 Year	Yes	46,253	152	140	0
67,732	Male	36	1	15	1	1-2 Year	No	31,929	152	38	0
144,109	Male	24	1	9	1	< 1 Year	No	23,485	152	110	0
335,161	Female	21	1	8	1	< 1 Year	No	34,721	160	104	0
37,640	Female	43	1	45	0	1-2 Year	Yes	33,762	124	266	1
353,234	Male	23	1	13	1	< 1 Year	No	26,084	152	256	0
389,058	Male	57	1	41	0	1-2 Year	Yes	50,628	26	106	1
338,459	Male	47	1	20	0	1-2 Year	Yes	2,630	124	221	0
72,403	Female	33	1	28	0	< 1 Year	Yes	39,051	26	236	1
413,414	Male	54	1	28	0	> 2 Years	Yes	34,751	3	223	1
375,190	Male	60	1	28	0	1-2 Year	Yes	49,441	26	14	0
397,085	Male	45	1	8	0	1-2 Year	Yes	33,331	124	40	1
411,884	Male	22	1	15	1	1-2 Year	No	2,630	124	19	0
406,811	Male	24	1	8	1	< 1 Year	No	38,173	152	88	0
380,629	Male	24	1	11	1	< 1 Year	No	25,863	152	234	0
184,027	Male	51	1	8	0	> 2 Years	Yes	74,695	124	135	0
257,233	Female	23	1	30	1	< 1 Year	No	2,630	152	14	0
407,542	Female	42	1	28	0	1-2 Year	Yes	36,162	124	253	1
399,976	Male	32	1	46	0	< 1 Year	Yes	35,120	124	111	1
63,173	Female	51	1	48	0	< 1 Year	No	2,630	1	175	0
502,381	Female	23	1	32	1	< 1 Year	No	47,081	152	29	0
194,158	Female	20	1	42	0	< 1 Year	Yes	31,919	160	243	0
480,937	Female	30	1	30	1	< 1 Year	No	38,516	152	41	0
80,359	Female	31	1	41	0	< 1 Year	No	37,363	152	204	0
219,875	Female	69	1	46	0	1-2 Year	Yes	70,930	26	32	0
182,144	Male	68	1	8	1	1-2 Year	No	29,639	7	173	0
276,612	Female	33	1	28	0	< 1 Year	Yes	38,378	124	26	1
183,486	Male	24	1	30	1	< 1 Year	No	27,253	152	58	0
34,650	Male	25	1	28	1	< 1 Year	No	42,779	152	160	0
152,920	Male	49	1	28	0	1-2 Year	Yes	59,339	26	39	0
33,177	Male	20	1	34	0	< 1 Year	Yes	49,262	160	209	0
360,077	Male	66	1	47	0	> 2 Years	Yes	33,785	26	59	1
153,672	Female	36	1	28	1	1-2 Year	No	2,630	26	91	0
79,018	Female	24	1	42	0	< 1 Year	Yes	27,293	151	94	0
279,568	Female	25	1	25	0	< 1 Year	No	28,601	152	142	0
44,805	Female	36	1	28	0	1-2 Year	Yes	42,436	124	47	1
392,584	Male	25	1	8	1	< 1 Year	No	39,529	152	246	0
311,687	Female	68	1	28	0	1-2 Year	Yes	44,959	26	213	0
200,090	Male	43	1	28	1	1-2 Year	No	54,692	124	274	0
71,744	Female	57	1	16	0	1-2 Year	Yes	40,039	152	106	0
163,554	Male	44	1	37	0	1-2 Year	Yes	38,919	124	68	1
154,404	Female	40	1	28	0	1-2 Year	Yes	69,856	124	159	1
393,477	Male	52	1	29	1	1-2 Year	No	34,855	152	23	0
354,695	Male	43	1	28	0	1-2 Year	Yes	39,613	124	190	0
381,908	Female	35	1	15	0	1-2 Year	Yes	34,831	154	197	1
14,675	Female	43	1	30	0	1-2 Year	Yes	2,630	157	59	0
150,070	Female	55	1	38	0	1-2 Year	Yes	34,192	10	238	0
228,868	Male	46	1	28	0	> 2 Years	Yes	32,650	124	205	0
173,871	Male	51	1	28	0	> 2 Years	Yes	46,680	26	195	1
320,620	Female	26	1	11	1	< 1 Year	No	33,512	152	195	0
300,904	Male	50	1	46	0	1-2 Year	Yes	2,630	26	196	0
163,042	Female	36	1	28	0	1-2 Year	No	2,630	152	73	0
59,224	Female	33	1	8	0	< 1 Year	Yes	34,646	124	250	0
166,120	Male	23	1	28	0	< 1 Year	Yes	66,509	152	109	0
190,476	Female	29	1	8	1	< 1 Year	No	56,082	152	259	0
391,493	Male	46	1	7	0	1-2 Year	Yes	44,599	124	43	1
50,171	Female	47	1	28	0	1-2 Year	Yes	27,163	122	208	0
297,366	Female	44	1	28	0	1-2 Year	Yes	46,683	124	115	0
208,886	Female	28	1	18	1	< 1 Year	No	34,508	152	275	0
49,054	Male	54	1	28	0	> 2 Years	Yes	50,696	26	282	1

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